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`3`	`3`	`Implementation of some of the most used Clustering Algorithms from scratch in Python (only using Numpy).`
`4`	`4`
`5`	`5`	`* ## MeanShift Clustering`
`6`		`-`
`7`		`- ### Generated Data`
`8`		`- ![](MeanShift/results/0*generated_data.jpg)`
`9`		`-`
`10`		`- ### Actual Cluster Centers`
`11`		`- ![](MeanShift/results/2*cluster_centers.jpg)`
`12`		`-`
`13`		`- ### Predicting Cluster Centers`
`14`		`-`
`15`		`- * #### Initialization of Predicted Cluster Centers`
`16`		`- ![](MeanShift/results/1*progress_0000_initialization_of_cluster_centers.jpg)`
`17`		`-`
`18`		`- * #### Predicted Cluster Centers after 2nd Iteration`
`19`		`- ![](MeanShift/results/1*progress_0002_cluster_centers.jpg)`
`20`		`-`
`21`		`- * #### Predicted Cluster Centers after 4th Iteration`
`22`		`- ![](MeanShift/results/1*progress_0004_cluster_centers.jpg)`
`23`		`-`
`24`		`- * #### Predicted Cluster Centers after 6th Iteration`
`25`		`- ![](MeanShift/results/1*progress_0006_cluster_centers.jpg)`
`26`		`-`
`27`		`- ### Final Mean Shift Clustering Result`
`28`	`6`	`![](MeanShift/results/3*meanShift_result.jpg)`
`29`	`7`
`30`	`8`	`* ## kMeans Clustering`
`31`		`-`
`32`		`- ### Generated Data`
`33`		`- ![](kMeans/results/generated_data.jpg)`
`34`		`-`
`35`		`- ### Before kMeans`
`36`		`- ![](kMeans/results/before_kmeans.jpg)`
`37`		`-`
`38`		`- ### Predicting Cluster Centers`
`39`		`-`
`40`		`- * #### Predicted Cluster Centers after 0th Iteration`
`41`		`- ![](kMeans/results/iter0.jpg)`
`42`		`-`
`43`		`- * #### Predicted Cluster Centers after 4th Iteration`
`44`		`- ![](kMeans/results/iter4.jpg)`
`45`		`-`
`46`		`- * #### Predicted Cluster Centers after 8th Iteration`
`47`		`- ![](kMeans/results/iter8.jpg)`
`48`		`-`
`49`		`- * #### Predicted Cluster Centers after 12th Iteration`
`50`		`- ![](kMeans/results/iter12.jpg)`
`51`		`-`
`52`		`- ### Final kMeans Clustering Result`
`53`		`- ![](kMeans/results/iter12.jpg)`
	`9`	`+ ![](kMeans/results/iter12.jpg)`

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